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Computer-assisted image-based risk analysis and planning in lung surgery - a review
Stefan Krass1, Bianca Lassen-Schmidt1, Andrea Schenk1,2
1Fraunhofer Institute for Digital Medicine MEVIS, Bremen, Germany.
Frontiers in Surgery
|October 10, 2022
Summary
Computer-assisted imaging improves lung surgery planning and risk assessment. Our methods use computed tomography (CT) scans for detailed analysis, with AI showing future potential.
Area of Science:
- Medical Imaging
- Surgical Planning
- Computer-Aided Diagnosis
Background:
- Lung surgery requires accurate risk assessment and planning.
- Traditional methods may lack detailed pre-operative insights.
- Image-based analysis offers potential for improved surgical outcomes.
Purpose of the Study:
- To provide an overview of computer-assisted, image-based methods for lung surgery.
- To present novel computed tomography (CT)-based algorithms for surgical risk analysis and planning.
- To discuss the impact of these methods on surgical decision-making and guidance.
Main Methods:
- Utilizing heuristic and knowledge-based image processing algorithms.
- Applying segmentation, quantification, and visualization techniques to lung CT images.
- Developing and evaluating CT-based algorithms for surgical applications.
Main Results:
- Demonstrated the application of CT-based algorithms for risk assessment in lung surgery.
- Showcased quantitative assessment of resection strategies using image analysis.
- Highlighted the utility of these methods for surgical guiding and planning.
Conclusions:
- Computer-assisted image-based methods, particularly CT-based algorithms, enhance lung surgery planning and risk assessment.
- These techniques provide quantitative insights crucial for optimizing resection strategies.
- Future advancements may involve deep-learning-based artificial intelligence (AI) for further improvements.

